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Statistical Machine Learning

Assignments and Labs

Assignment 1

  • Logistic Regression
  • Feature Selection
  • ML & MAP
  • Predictive Distribution

Assignment 2

  • Graphical Models
  • Structure Estimation
  • Incremental EM
  • Rejection Sampling